{"id":"W2134565605","doi":"10.29173/cmplct19017","title":"Schools and Complexity","year":2014,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Affect (linguistics); Context (archaeology); Quality (philosophy); Simple (philosophy); Public relations; Political science; Computer science; Management science; Psychology; Geography; Engineering; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002085138,0.000124147,0.0002507361,0.0003360573,0.0002044053,0.0006351943,0.0007278571,0.00004104671,0.0002155627],"category_scores_gemma":[0.0008476725,0.0001024192,0.00006354821,0.0001346007,0.0002509446,0.001255649,0.0001320506,0.0002176432,0.00001578613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007084043,"about_ca_system_score_gemma":0.0002209938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001019553,"about_ca_topic_score_gemma":0.00004061345,"domain_scores_codex":[0.9976413,0.0002413981,0.0007212092,0.0002413133,0.001029457,0.0001253035],"domain_scores_gemma":[0.9968545,0.0003545241,0.0006201015,0.0002172407,0.001705702,0.0002479278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001123771,0.0007937028,0.1236732,0.00000876321,0.00005918937,3.058377e-7,0.0007308107,0.00001306822,0.001369101,0.7210738,0.005632636,0.146533],"study_design_scores_gemma":[0.0002665212,0.0001648579,0.4908856,0.00002195147,0.000007649315,0.00005798223,0.0008772445,0.001185309,0.000145185,0.4887572,0.01753923,0.00009130857],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736947,0.00006493359,0.01152588,0.01050934,0.001451939,0.00008764381,0.00001053216,0.000008279509,0.002646707],"genre_scores_gemma":[0.9840132,0.00003812826,0.01320798,0.001607548,0.0008626719,0.000002884432,0.00002013489,0.000005392628,0.0002420464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3672124,"threshold_uncertainty_score":0.6125193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2463271301677511,"score_gpt":0.458815260035897,"score_spread":0.2124881298681459,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}